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Miguel Couceiro

4 accepted papers

2026

Generalizing Analogical Inference from Boolean to Continuous Domains

AAAI 2026technical

Analogical reasoning is a powerful inductive mechanism, widely used in human cognition and increasingly applied in artificial intelligence. Formal frameworks for analogical inference have been developed for Boolean domains, where inference is provably sound for affine functions and approximately cor

Cited by 0SourcePDFScholar
2026

Shapley Regression for Rare Disease Diagnosis Support: A Case Study on APDS

IJCAI 2026

Activated PI3Kδ Syndrome (APDS) is a rare genetic immune disorder caused by variants in PIK3CD or PIK3R1, with highly heterogeneous symptoms that often delay diagnosis. Early recognition is hampered by overlapping clinical presentations and limited clinician awareness, motivating systematic, data-dr

Cited by 0Scholar
2025

EnergyCompress: A General Case Base Learning Strategy

IJCAI 2025

Case-based prediction (CBP) methods do not learn a model of the target decision function but instead perform an inference process that depends on two similarity measures and a reference case base. This paper proposes a strategy, called EnergyCompress, to learn an effective case base by selecting rel